| correct_response_made | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| age group1 | 0.7626 | 0.6622 – 0.8782 |
| learning trial scaled | 1.4490 | 1.3633 – 1.5401 |
| reward condition1 | 1.8834 | 1.6788 – 2.1128 |
| block number scaled | 1.1543 | 1.0776 – 1.2364 |
|
age group1 × learning trial scaled |
0.8999 | 0.8469 – 0.9563 |
|
age group1 × reward condition1 |
0.8880 | 0.7917 – 0.9960 |
|
learning trial scaled × reward condition1 |
1.1825 | 1.1280 – 1.2397 |
|
age group1 × block number scaled |
1.0190 | 0.9513 – 1.0914 |
|
learning trial scaled × block number scaled |
1.0280 | 0.9953 – 1.0618 |
|
reward condition1 × block number scaled |
1.0688 | 0.9982 – 1.1444 |
|
age group1 × learning trial scaled × reward condition1 |
0.9677 | 0.9232 – 1.0142 |
|
(age group1 × learning trial scaled) × block number scaled |
0.9944 | 0.9628 – 1.0271 |
|
(age group1 × reward condition1) × block number scaled |
1.0521 | 0.9827 – 1.1265 |
|
(learning trial scaled × reward condition1) × block number scaled |
0.9987 | 0.9648 – 1.0338 |
|
(age group1 × learning trial scaled × reward condition1) × block number scaled |
1.0168 | 0.9823 – 1.0526 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.36 | |
| τ11 subject_id.re1.learning_trial_scaled | 0.06 | |
| τ11 subject_id.re1.reward_condition1 | 0.23 | |
| τ11 subject_id.re1.block_number_scaled | 0.08 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1 | 0.03 | |
| τ11 subject_id.re1.learning_trial_scaled_by_block_number_scaled | 0.01 | |
| τ11 subject_id.re1.reward_condition1_by_block_number_scaled | 0.07 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1_by_block_number_scaled | 0.01 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.10 | |
| N subject_id | 73 | |
| Observations | 31536 | |
| Marginal R2 / Conditional R2 | 0.163 / 0.246 | |
| correct_response_made | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| age group1 | 0.9285 | 0.8550 – 1.0082 |
| category rep scaled | 1.1209 | 1.0447 – 1.2027 |
| reward condition1 | 1.4819 | 1.3557 – 1.6199 |
| block number scaled | 1.0176 | 0.9481 – 1.0923 |
|
age group1 × category rep scaled |
1.0128 | 0.9439 – 1.0866 |
|
age group1 × reward condition1 |
0.8858 | 0.8104 – 0.9681 |
|
category rep scaled × reward condition1 |
1.2599 | 1.1740 – 1.3521 |
|
age group1 × block number scaled |
0.9790 | 0.9121 – 1.0509 |
|
category rep scaled × block number scaled |
1.0071 | 0.9402 – 1.0787 |
|
reward condition1 × block number scaled |
1.0774 | 0.9886 – 1.1743 |
|
age group1 × category rep scaled × reward condition1 |
0.9448 | 0.8805 – 1.0137 |
|
(age group1 × category rep scaled) × block number scaled |
0.9514 | 0.8882 – 1.0190 |
|
(age group1 × reward condition1) × block number scaled |
1.0205 | 0.9363 – 1.1122 |
|
(category rep scaled × reward condition1) × block number scaled |
0.9952 | 0.9292 – 1.0660 |
|
(age group1 × category rep scaled × reward condition1) × block number scaled |
1.0032 | 0.9366 – 1.0745 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.04 | |
| τ11 subject_id.re1.reward_condition1 | 0.06 | |
| τ11 subject_id.re1.block_number_scaled | 0.01 | |
| τ11 subject_id.re1.reward_condition1_by_block_number_scaled | 0.05 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.01 | |
| N subject_id | 73 | |
| Observations | 3942 | |
| Marginal R2 / Conditional R2 | 0.073 / 0.085 | |
| WSLS | ||
|---|---|---|
| Predictors | Odds Ratios | CI |
| age group1 | 0.9060 | 0.8502 – 0.9655 |
| learning trial scaled | 1.0102 | 0.9819 – 1.0392 |
| reward condition1 | 1.5157 | 1.4195 – 1.6185 |
| block number scaled | 1.0603 | 1.0183 – 1.1039 |
|
age group1 × learning trial scaled |
0.9983 | 0.9704 – 1.0270 |
|
age group1 × reward condition1 |
0.8968 | 0.8399 – 0.9575 |
|
learning trial scaled × reward condition1 |
1.1446 | 1.1085 – 1.1820 |
|
age group1 × block number scaled |
1.0197 | 0.9794 – 1.0617 |
|
learning trial scaled × block number scaled |
0.9811 | 0.9555 – 1.0073 |
|
reward condition1 × block number scaled |
1.0701 | 1.0329 – 1.1087 |
|
age group1 × learning trial scaled × reward condition1 |
0.9802 | 0.9493 – 1.0122 |
|
(age group1 × learning trial scaled) × block number scaled |
1.0132 | 0.9868 – 1.0403 |
|
(age group1 × reward condition1) × block number scaled |
1.0053 | 0.9704 – 1.0415 |
|
(learning trial scaled × reward condition1) × block number scaled |
1.0040 | 0.9775 – 1.0312 |
|
(age group1 × learning trial scaled × reward condition1) × block number scaled |
1.0141 | 0.9873 – 1.0416 |
| Random Effects | ||
| σ2 | 3.29 | |
| τ00 subject_id | 0.06 | |
| τ11 subject_id.re1.learning_trial_scaled | 0.00 | |
| τ11 subject_id.re1.reward_condition1 | 0.07 | |
| τ11 subject_id.re1.block_number_scaled | 0.02 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1 | 0.01 | |
| τ11 subject_id.re1.learning_trial_scaled_by_block_number_scaled | 0.00 | |
| τ11 subject_id.re1.reward_condition1_by_block_number_scaled | 0.01 | |
| τ11 subject_id.re1.learning_trial_scaled_by_reward_condition1_by_block_number_scaled | 0.00 | |
| ρ01 | ||
| ρ01 | ||
| ICC | 0.02 | |
| N subject_id | 73 | |
| Observations | 29799 | |
| Marginal R2 / Conditional R2 | 0.064 / 0.082 | |
| mean_mem | se_mem |
|---|---|
| 0.7579 | 0.01331 |
| mean_delay | sd_delay | min_delay | max_delay |
|---|---|---|---|
| 7.123 | 1.092 | 5 | 10 |
| age_group | mean_delay | sd_delay | min_delay | max_delay |
|---|---|---|---|---|
| Children | 7.118 | 1.122 | 6 | 10 |
| Adults | 7.128 | 1.08 | 5 | 9 |
| memory_delay | age_group | N |
|---|---|---|
| 5 | Adults | 1 |
| 6 | Children | 13 |
| 6 | Adults | 13 |
| 7 | Children | 9 |
| 7 | Adults | 9 |
| 8 | Children | 8 |
| 8 | Adults | 12 |
| 9 | Children | 3 |
| 9 | Adults | 4 |
| 10 | Children | 1 |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age group1 | -0.0029 | -0.0310 – 0.0252 |
| reward condition1 | -0.0179 | -0.0258 – -0.0100 |
| foil type1 | 0.0428 | 0.0349 – 0.0507 |
|
age group1 × reward condition1 |
-0.0006 | -0.0085 – 0.0073 |
| age group1 × foil type1 | 0.0036 | -0.0043 – 0.0115 |
|
reward condition1 × foil type1 |
0.0078 | -0.0001 – 0.0157 |
|
age group1 × reward condition1 × foil type1 |
0.0031 | -0.0048 – 0.0110 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.74 | |
| N subject_id | 73 | |
| Observations | 292 | |
| Marginal R2 / Conditional R2 | 0.108 / 0.772 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age group1 | -0.0029 | -0.0314 – 0.0256 |
| reward condition1 | -0.0180 | -0.0258 – -0.0101 |
| foil type1 | 0.0428 | 0.0349 – 0.0506 |
| mem delay scaled | 0.0035 | -0.0250 – 0.0320 |
|
age group1 × reward condition1 |
-0.0006 | -0.0084 – 0.0073 |
| age group1 × foil type1 | 0.0037 | -0.0042 – 0.0115 |
|
reward condition1 × foil type1 |
0.0078 | -0.0001 – 0.0156 |
|
age group1 × mem delay scaled |
0.0037 | -0.0248 – 0.0323 |
|
reward condition1 × mem delay scaled |
-0.0001 | -0.0080 – 0.0077 |
|
foil type1 × mem delay scaled |
0.0097 | 0.0019 – 0.0176 |
|
age group1 × reward condition1 × foil type1 |
0.0031 | -0.0047 – 0.0110 |
|
(age group1 × reward condition1) × mem delay scaled |
-0.0065 | -0.0143 – 0.0014 |
|
(age group1 × foil type1) × mem delay scaled |
0.0032 | -0.0046 – 0.0111 |
|
(reward condition1 × foil type1) × mem delay scaled |
-0.0001 | -0.0079 – 0.0078 |
|
(age group1 × reward condition1 × foil type1) × mem delay scaled |
0.0021 | -0.0058 – 0.0099 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.75 | |
| N subject_id | 73 | |
| Observations | 292 | |
| Marginal R2 / Conditional R2 | 0.114 / 0.782 | |
| est | ||
|---|---|---|
| Predictors | Estimates | CI |
| abstraction1 | -0.0404 | -0.1481 – 0.0673 |
| reward condition1 | 0.0417 | -0.0660 – 0.1494 |
| age group1 | -0.0842 | -0.2771 – 0.1087 |
|
abstraction1 × reward condition1 |
0.1356 | 0.0279 – 0.2433 |
| abstraction1 × age group1 | 0.0967 | -0.0110 – 0.2044 |
|
reward condition1 × age group1 |
0.0157 | -0.0920 – 0.1234 |
|
abstraction1 × reward condition1 × age group1 |
-0.0347 | -0.1424 – 0.0730 |
| Random Effects | ||
| σ2 | 0.87 | |
| τ00 subject_id | 0.48 | |
| ICC | 0.36 | |
| N subject_id | 73 | |
| Observations | 292 | |
| Marginal R2 / Conditional R2 | 0.029 / 0.375 | |
| est | ||
|---|---|---|
| Predictors | Estimates | CI |
| reward condition1 | -0.0974 | -0.2172 – 0.0224 |
| Random Effects | ||
| σ2 | 0.54 | |
| τ00 subject_id | 0.87 | |
| ICC | 0.62 | |
| N subject_id | 73 | |
| Observations | 146 | |
| Marginal R2 / Conditional R2 | 0.007 / 0.622 | |
| est | ||
|---|---|---|
| Predictors | Estimates | CI |
| reward condition1 | 0.1785 | 0.0517 – 0.3054 |
| Random Effects | ||
| σ2 | 0.60 | |
| τ00 subject_id | 0.69 | |
| ICC | 0.54 | |
| N subject_id | 73 | |
| Observations | 146 | |
| Marginal R2 / Conditional R2 | 0.024 / 0.546 | |
| beta_e_scaled | ||
|---|---|---|
| Predictors | Estimates | CI |
| beta c scaled | -0.0181 | -0.1745 – 0.1383 |
| age scaled | 0.1214 | -0.0939 – 0.3367 |
| block condition1 | -0.0752 | -0.1725 – 0.0221 |
|
beta c scaled × age scaled |
-0.1044 | -0.2659 – 0.0571 |
|
beta c scaled × block condition1 |
-0.1448 | -0.2517 – -0.0379 |
|
age scaled × block condition1 |
-0.0146 | -0.1150 – 0.0858 |
|
beta c scaled × age scaled × block condition1 |
0.0345 | -0.0728 – 0.1418 |
| Random Effects | ||
| σ2 | 0.33 | |
| τ00 subject_id | 0.69 | |
| ICC | 0.67 | |
| N subject_id | 73 | |
| Marginal R2 / Conditional R2 | 0.057 / 0.692 | |
##
## Call:
## lm(formula = beta_e_scaled ~ beta_c_scaled * age_scaled, data = beta_ests_wide_exemp_pred)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.4370 -0.4634 0.1487 0.6339 1.7488
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.0002356 0.1131188 -0.002 0.998
## beta_c_scaled 0.2815002 0.1150579 2.447 0.017 *
## age_scaled 0.1871373 0.1156527 1.618 0.110
## beta_c_scaled:age_scaled -0.0038982 0.1173137 -0.033 0.974
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9646 on 69 degrees of freedom
## Multiple R-squared: 0.1083, Adjusted R-squared: 0.06957
## F-statistic: 2.795 on 3 and 69 DF, p-value: 0.04666
| beta_e_scaled | ||
|---|---|---|
| Predictors | Estimates | CI |
| beta c scaled | 0.2815 | 0.0520 – 0.5110 |
| age scaled | 0.1871 | -0.0436 – 0.4179 |
|
beta c scaled × age scaled |
-0.0039 | -0.2379 – 0.2301 |
| Observations | 73 | |
| R2 / R2 adjusted | 0.108 / 0.070 | |
##
## Call:
## lm(formula = beta_e_scaled ~ beta_c_scaled * age_scaled, data = beta_ests_wide_cat_pred)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.19715 -0.79074 0.04502 0.83269 1.78719
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.404e-05 1.182e-01 0.000 1.000
## beta_c_scaled 1.039e-01 1.196e-01 0.869 0.388
## age_scaled 1.021e-01 1.197e-01 0.853 0.397
## beta_c_scaled:age_scaled -2.219e-02 1.210e-01 -0.183 0.855
##
## Residual standard error: 1.01 on 69 degrees of freedom
## Multiple R-squared: 0.02178, Adjusted R-squared: -0.02075
## F-statistic: 0.5121 on 3 and 69 DF, p-value: 0.6753
| beta_e_scaled | ||
|---|---|---|
| Predictors | Estimates | CI |
| beta c scaled | 0.1039 | -0.1347 – 0.3425 |
| age scaled | 0.1021 | -0.1367 – 0.3410 |
|
beta c scaled × age scaled |
-0.0222 | -0.2636 – 0.2192 |
| Observations | 73 | |
| R2 / R2 adjusted | 0.022 / -0.021 | |
## Mixed Model Anova Table (Type 3 tests, S-method)
##
## Model: total_points ~ age_group * beta_scaled * abstraction * reward_condition +
## Model: (1 | subject_id)
## Data: beta_ests_points
## Effect df F
## 1 age_group 1, 60.48 15.36 ***
## 2 beta_scaled 1, 267.98 10.74 **
## 3 abstraction 1, 195.18 0.69
## 4 reward_condition 1, 194.54 451.24 ***
## 5 age_group:beta_scaled 1, 267.98 0.27
## 6 age_group:abstraction 1, 195.18 0.00
## 7 beta_scaled:abstraction 1, 227.31 0.38
## 8 age_group:reward_condition 1, 194.54 4.69 *
## 9 beta_scaled:reward_condition 1, 203.34 31.13 ***
## 10 abstraction:reward_condition 1, 195.93 0.09
## 11 age_group:beta_scaled:abstraction 1, 227.31 0.23
## 12 age_group:beta_scaled:reward_condition 1, 203.34 0.39
## 13 age_group:abstraction:reward_condition 1, 195.93 0.00
## 14 beta_scaled:abstraction:reward_condition 1, 208.19 30.89 ***
## 15 age_group:beta_scaled:abstraction:reward_condition 1, 208.19 1.49
## p.value
## 1 <.001
## 2 .001
## 3 .407
## 4 <.001
## 5 .604
## 6 .946
## 7 .538
## 8 .032
## 9 <.001
## 10 .762
## 11 .631
## 12 .532
## 13 .979
## 14 <.001
## 15 .224
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '+' 0.1 ' ' 1
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| age group1 | -15.8448 | -23.7681 – -7.9216 |
| beta scaled | 8.0743 | 3.2461 – 12.9026 |
| abstraction1 | -1.5690 | -5.2683 – 2.1302 |
| reward condition1 | 40.0446 | 36.3499 – 43.7394 |
| age group1 × beta scaled | 1.2807 | -3.5475 – 6.1090 |
| age group1 × abstraction1 | -0.1289 | -3.8281 – 3.5704 |
|
beta scaled × abstraction1 |
1.3196 | -2.8691 – 5.5083 |
|
age group1 × reward condition1 |
-4.0809 | -7.7756 – -0.3861 |
|
beta scaled × reward condition1 |
10.9521 | 7.1050 – 14.7991 |
|
abstraction1 × reward condition1 |
-0.5741 | -4.2797 – 3.1314 |
|
age group1 × beta scaled × abstraction1 |
-1.0283 | -5.2170 – 3.1604 |
|
age group1 × beta scaled × reward condition1 |
-1.2295 | -5.0765 – 2.6175 |
|
age group1 × abstraction1 × reward condition1 |
-0.0497 | -3.7552 – 3.6558 |
|
beta scaled × abstraction1 × reward condition1 |
11.1124 | 7.1938 – 15.0309 |
|
age group1 × beta scaled × abstraction1 × reward condition1 |
-2.4386 | -6.3572 – 1.4799 |
| Random Effects | ||
| σ2 | 994.76 | |
| τ00 subject_id | 928.76 | |
| ICC | 0.48 | |
| N subject_id | 73 | |
| Marginal R2 / Conditional R2 | 0.538 / 0.761 | |
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_c_c)
##
## Residuals:
## Min 1Q Median 3Q Max
## -93.64 -36.87 3.86 39.43 83.93
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 36.795 5.880 6.257 2.62e-08 ***
## est 39.829 4.692 8.489 2.07e-12 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 46.65 on 71 degrees of freedom
## Multiple R-squared: 0.5037, Adjusted R-squared: 0.4968
## F-statistic: 72.07 on 1 and 71 DF, p-value: 2.069e-12
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | 39.8290 | 30.4742 – 49.1838 |
| Observations | 73 | |
| R2 / R2 adjusted | 0.504 / 0.497 | |
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_e_c)
##
## Residuals:
## Min 1Q Median 3Q Max
## -131.981 -52.267 -2.401 41.211 143.996
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 50.653 7.626 6.642 5.28e-09 ***
## est 16.470 6.364 2.588 0.0117 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 63.31 on 71 degrees of freedom
## Multiple R-squared: 0.0862, Adjusted R-squared: 0.07333
## F-statistic: 6.698 on 1 and 71 DF, p-value: 0.0117
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | 16.4696 | 3.7804 – 29.1587 |
| Observations | 73 | |
| R2 / R2 adjusted | 0.086 / 0.073 | |
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_c_e)
##
## Residuals:
## Min 1Q Median 3Q Max
## -64.897 -23.138 -3.735 21.206 87.594
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -24.448 4.025 -6.074 5.56e-08 ***
## est -6.766 3.665 -1.846 0.069 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 34.22 on 71 degrees of freedom
## Multiple R-squared: 0.04581, Adjusted R-squared: 0.03237
## F-statistic: 3.408 on 1 and 71 DF, p-value: 0.06904
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | -6.7664 | -14.0745 – 0.5416 |
| Observations | 73 | |
| R2 / R2 adjusted | 0.046 / 0.032 | |
##
## Call:
## lm(formula = total_points ~ est, data = beta_ests_points_e_e)
##
## Residuals:
## Min 1Q Median 3Q Max
## -63.454 -13.244 -2.002 14.115 72.974
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -34.370 3.306 -10.395 6.60e-16 ***
## est 19.236 2.576 7.468 1.62e-10 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 26.22 on 71 degrees of freedom
## Multiple R-squared: 0.4399, Adjusted R-squared: 0.432
## F-statistic: 55.77 on 1 and 71 DF, p-value: 1.616e-10
| total_points | ||
|---|---|---|
| Predictors | Estimates | CI |
| est | 19.2355 | 14.0996 – 24.3715 |
| Observations | 73 | |
| R2 / R2 adjusted | 0.440 / 0.432 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age group1 | 0.0000 | -0.0281 – 0.0281 |
| points scaled | 0.0403 | 0.0198 – 0.0608 |
| abstraction1 | 0.0316 | 0.0195 – 0.0437 |
| reward condition1 | -0.0397 | -0.0554 – -0.0240 |
|
age group1 × points scaled |
0.0011 | -0.0194 – 0.0217 |
| age group1 × abstraction1 | 0.0020 | -0.0101 – 0.0142 |
|
points scaled × abstraction1 |
-0.0030 | -0.0165 – 0.0105 |
|
age group1 × reward condition1 |
-0.0021 | -0.0178 – 0.0136 |
|
points scaled × reward condition1 |
-0.0135 | -0.0305 – 0.0034 |
|
abstraction1 × reward condition1 |
0.0098 | -0.0023 – 0.0219 |
|
age group1 × points scaled × abstraction1 |
-0.0112 | -0.0247 – 0.0023 |
|
age group1 × points scaled × reward condition1 |
0.0108 | -0.0061 – 0.0278 |
|
age group1 × abstraction1 × reward condition1 |
0.0133 | 0.0012 – 0.0254 |
|
points scaled × abstraction1 × reward condition1 |
0.0139 | 0.0004 – 0.0274 |
|
age group1 × points scaled × abstraction1 × reward condition1 |
0.0024 | -0.0111 – 0.0159 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.71 | |
| N subject_id | 73 | |
| Observations | 292 | |
| Marginal R2 / Conditional R2 | 0.164 / 0.754 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age group1 | 0.0027 | -0.0214 – 0.0269 |
| beta scaled | 0.0345 | 0.0189 – 0.0500 |
| abstraction1 | 0.0431 | 0.0350 – 0.0513 |
| reward condition1 | -0.0136 | -0.0219 – -0.0053 |
| age group1 × beta scaled | -0.0159 | -0.0315 – -0.0004 |
| age group1 × abstraction1 | 0.0039 | -0.0043 – 0.0121 |
|
beta scaled × abstraction1 |
0.0015 | -0.0067 – 0.0097 |
|
age group1 × reward condition1 |
-0.0035 | -0.0118 – 0.0048 |
|
beta scaled × reward condition1 |
-0.0018 | -0.0108 – 0.0072 |
|
abstraction1 × reward condition1 |
0.0079 | -0.0002 – 0.0161 |
|
age group1 × beta scaled × abstraction1 |
0.0020 | -0.0062 – 0.0102 |
|
age group1 × beta scaled × reward condition1 |
0.0061 | -0.0029 – 0.0151 |
|
age group1 × abstraction1 × reward condition1 |
0.0034 | -0.0048 – 0.0115 |
|
beta scaled × abstraction1 × reward condition1 |
0.0010 | -0.0072 – 0.0091 |
|
age group1 × beta scaled × abstraction1 × reward condition1 |
0.0008 | -0.0074 – 0.0090 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.66 | |
| N subject_id | 73 | |
| Observations | 292 | |
| Marginal R2 / Conditional R2 | 0.203 / 0.733 | |
| AUC | ||
|---|---|---|
| Predictors | Estimates | CI |
| age group1 | -0.0048 | -0.0332 – 0.0236 |
| beta scaled | 0.0083 | -0.0063 – 0.0230 |
| abstraction1 | 0.0423 | 0.0345 – 0.0501 |
| reward condition1 | -0.0192 | -0.0272 – -0.0112 |
| age group1 × beta scaled | 0.0094 | -0.0053 – 0.0240 |
| age group1 × abstraction1 | 0.0040 | -0.0037 – 0.0118 |
|
beta scaled × abstraction1 |
0.0111 | 0.0033 – 0.0190 |
|
age group1 × reward condition1 |
-0.0019 | -0.0099 – 0.0061 |
|
beta scaled × reward condition1 |
0.0011 | -0.0078 – 0.0101 |
|
abstraction1 × reward condition1 |
0.0061 | -0.0017 – 0.0138 |
|
age group1 × beta scaled × abstraction1 |
-0.0013 | -0.0092 – 0.0065 |
|
age group1 × beta scaled × reward condition1 |
0.0115 | 0.0026 – 0.0204 |
|
age group1 × abstraction1 × reward condition1 |
0.0035 | -0.0043 – 0.0113 |
|
beta scaled × abstraction1 × reward condition1 |
0.0025 | -0.0054 – 0.0104 |
|
age group1 × beta scaled × abstraction1 × reward condition1 |
-0.0031 | -0.0110 – 0.0047 |
| Random Effects | ||
| σ2 | 0.00 | |
| τ00 subject_id | 0.01 | |
| ICC | 0.76 | |
| N subject_id | 73 | |
| Observations | 292 | |
| Marginal R2 / Conditional R2 | 0.126 / 0.789 | |
##
## Call:
## lm(formula = alpha ~ age_group, data = param_ests)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.9662 -1.6183 -0.4774 1.8037 5.2505
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.6116 0.3407 -10.600 2.82e-16 ***
## age_groupAdults 0.3878 0.4661 0.832 0.408
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.987 on 71 degrees of freedom
## Multiple R-squared: 0.009655, Adjusted R-squared: -0.004293
## F-statistic: 0.6922 on 1 and 71 DF, p-value: 0.4082
##
## Call:
## lm(formula = alpha_cf ~ age_group, data = param_ests)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.2676 -0.5954 0.4327 1.1856 4.0781
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.9938 0.3326 -5.995 7.69e-08 ***
## age_groupAdults 0.1240 0.4550 0.273 0.786
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.939 on 71 degrees of freedom
## Multiple R-squared: 0.001045, Adjusted R-squared: -0.01302
## F-statistic: 0.07431 on 1 and 71 DF, p-value: 0.786
##
## Call:
## lm(formula = q_init ~ age_group, data = param_ests)
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.895 -2.615 1.736 2.309 2.962
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.4896 0.5168 2.882 0.00522 **
## age_groupAdults -0.2880 0.7071 -0.407 0.68497
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.014 on 71 degrees of freedom
## Multiple R-squared: 0.002332, Adjusted R-squared: -0.01172
## F-statistic: 0.1659 on 1 and 71 DF, p-value: 0.685